Dataset statistics
| Number of variables | 57 |
|---|---|
| Number of observations | 15120 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.6 MiB |
| Average record size in memory | 456.0 B |
Variable types
| BOOL | 44 |
|---|---|
| NUM | 13 |
Reproduction
| Analysis started | 2020-08-31 10:24:08.354471 |
|---|---|
| Analysis finished | 2020-08-31 10:24:48.702529 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Id is highly correlated with df_index | High Correlation |
df_index is highly correlated with Id | High Correlation |
Horizontal_Distance_To_Hydrology has 1590 (10.5%) zeros | Zeros |
Vertical_Distance_To_Hydrology has 1890 (12.5%) zeros | Zeros |
| Distinct count | 15120 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7559.5 |
|---|---|
| Minimum | 0 |
| Maximum | 15119 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 755.95 |
| Q1 | 3779.75 |
| median | 7559.5 |
| Q3 | 11339.25 |
| 95-th percentile | 14363.05 |
| Maximum | 15119 |
| Range | 15119 |
| Interquartile range (IQR) | 7559.5 |
Descriptive statistics
| Standard deviation | 4364.91237 |
|---|---|
| Coefficient of variation (CV) | 0.5774075495 |
| Kurtosis | -1.2 |
| Mean | 7559.5 |
| Median Absolute Deviation (MAD) | 3780 |
| Skewness | 0 |
| Sum | 114299640 |
| Variance | 19052460 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 613 | 1 | < 0.1% | |
| 8833 | 1 | < 0.1% | |
| 10880 | 1 | < 0.1% | |
| 4727 | 1 | < 0.1% | |
| 6774 | 1 | < 0.1% | |
| 629 | 1 | < 0.1% | |
| 2676 | 1 | < 0.1% | |
| 12915 | 1 | < 0.1% | |
| 14962 | 1 | < 0.1% | |
| Other values (15110) | 15110 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 15119 | 1 | < 0.1% | |
| 15118 | 1 | < 0.1% | |
| 15117 | 1 | < 0.1% | |
| 15116 | 1 | < 0.1% | |
| 15115 | 1 | < 0.1% |
| Distinct count | 15120 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7560.5 |
|---|---|
| Minimum | 1 |
| Maximum | 15120 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 756.95 |
| Q1 | 3780.75 |
| median | 7560.5 |
| Q3 | 11340.25 |
| 95-th percentile | 14364.05 |
| Maximum | 15120 |
| Range | 15119 |
| Interquartile range (IQR) | 7559.5 |
Descriptive statistics
| Standard deviation | 4364.91237 |
|---|---|
| Coefficient of variation (CV) | 0.5773311779 |
| Kurtosis | -1.2 |
| Mean | 7560.5 |
| Median Absolute Deviation (MAD) | 3780 |
| Skewness | 0 |
| Sum | 114314760 |
| Variance | 19052460 |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 6758 | 1 | < 0.1% | |
| 14978 | 1 | < 0.1% | |
| 8833 | 1 | < 0.1% | |
| 10880 | 1 | < 0.1% | |
| 4727 | 1 | < 0.1% | |
| 6774 | 1 | < 0.1% | |
| 629 | 1 | < 0.1% | |
| 2676 | 1 | < 0.1% | |
| 12915 | 1 | < 0.1% | |
| Other values (15110) | 15110 | 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 15120 | 1 | < 0.1% | |
| 15119 | 1 | < 0.1% | |
| 15118 | 1 | < 0.1% | |
| 15117 | 1 | < 0.1% | |
| 15116 | 1 | < 0.1% |
Elevation
Real number (ℝ≥0)
| Distinct count | 1665 |
|---|---|
| Unique (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.322553 |
|---|---|
| Minimum | 1863 |
| Maximum | 3849 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 1863 |
|---|---|
| 5-th percentile | 2117 |
| Q1 | 2376 |
| median | 2752 |
| Q3 | 3104 |
| 95-th percentile | 3397 |
| Maximum | 3849 |
| Range | 1986 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 417.6781873 |
|---|---|
| Coefficient of variation (CV) | 0.151920402 |
| Kurtosis | -1.082115791 |
| Mean | 2749.322553 |
| Median Absolute Deviation (MAD) | 356.6681965 |
| Skewness | 0.07563970694 |
| Sum | 41569757 |
| Variance | 174455.0682 |
| Value | Count | Frequency (%) | |
| 2290 | 25 | 0.2% | |
| 2830 | 25 | 0.2% | |
| 3371 | 24 | 0.2% | |
| 3244 | 23 | 0.2% | |
| 2820 | 23 | 0.2% | |
| 2955 | 23 | 0.2% | |
| 2795 | 23 | 0.2% | |
| 2952 | 23 | 0.2% | |
| 2962 | 22 | 0.1% | |
| 2304 | 22 | 0.1% | |
| Other values (1655) | 14887 | 98.5% |
| Value | Count | Frequency (%) | |
| 1863 | 1 | < 0.1% | |
| 1874 | 1 | < 0.1% | |
| 1879 | 1 | < 0.1% | |
| 1888 | 1 | < 0.1% | |
| 1889 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3849 | 2 | < 0.1% | |
| 3848 | 1 | < 0.1% | |
| 3846 | 2 | < 0.1% | |
| 3844 | 1 | < 0.1% | |
| 3842 | 1 | < 0.1% |
Aspect
Real number (ℝ≥0)
| Distinct count | 361 |
|---|---|
| Unique (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 156.6766534 |
|---|---|
| Minimum | 0 |
| Maximum | 360 |
| Zeros | 110 |
| Zeros (%) | 0.7% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 65 |
| median | 126 |
| Q3 | 261 |
| 95-th percentile | 344 |
| Maximum | 360 |
| Range | 360 |
| Interquartile range (IQR) | 196 |
Descriptive statistics
| Standard deviation | 110.0858014 |
|---|---|
| Coefficient of variation (CV) | 0.7026305386 |
| Kurtosis | -1.150244484 |
| Mean | 156.6766534 |
| Median Absolute Deviation (MAD) | 95.39405236 |
| Skewness | 0.450935294 |
| Sum | 2368951 |
| Variance | 12118.88367 |
| Value | Count | Frequency (%) | |
| 45 | 117 | 0.8% | |
| 0 | 110 | 0.7% | |
| 90 | 109 | 0.7% | |
| 63 | 89 | 0.6% | |
| 76 | 87 | 0.6% | |
| 27 | 82 | 0.5% | |
| 315 | 81 | 0.5% | |
| 75 | 80 | 0.5% | |
| 108 | 79 | 0.5% | |
| 117 | 78 | 0.5% | |
| Other values (351) | 14208 | 94.0% |
| Value | Count | Frequency (%) | |
| 0 | 110 | 0.7% | |
| 1 | 48 | 0.3% | |
| 2 | 50 | 0.3% | |
| 3 | 54 | 0.4% | |
| 4 | 51 | 0.3% |
| Value | Count | Frequency (%) | |
| 360 | 2 | < 0.1% | |
| 359 | 33 | 0.2% | |
| 358 | 47 | 0.3% | |
| 357 | 58 | 0.4% | |
| 356 | 50 | 0.3% |
Slope
Real number (ℝ≥0)
| Distinct count | 52 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.5015873 |
|---|---|
| Minimum | 0 |
| Maximum | 52 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 10 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 32 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.453926762 |
|---|---|
| Coefficient of variation (CV) | 0.5123099134 |
| Kurtosis | -0.2383101358 |
| Mean | 16.5015873 |
| Median Absolute Deviation (MAD) | 6.936201814 |
| Skewness | 0.5236583383 |
| Sum | 249504 |
| Variance | 71.4688777 |
| Value | Count | Frequency (%) | |
| 11 | 740 | 4.9% | |
| 10 | 739 | 4.9% | |
| 13 | 717 | 4.7% | |
| 14 | 699 | 4.6% | |
| 12 | 677 | 4.5% | |
| 9 | 664 | 4.4% | |
| 15 | 664 | 4.4% | |
| 16 | 640 | 4.2% | |
| 17 | 598 | 4.0% | |
| 8 | 574 | 3.8% | |
| Other values (42) | 8408 | 55.6% |
| Value | Count | Frequency (%) | |
| 0 | 5 | < 0.1% | |
| 1 | 78 | 0.5% | |
| 2 | 134 | 0.9% | |
| 3 | 210 | 1.4% | |
| 4 | 305 | 2.0% |
| Value | Count | Frequency (%) | |
| 52 | 1 | < 0.1% | |
| 50 | 1 | < 0.1% | |
| 49 | 5 | < 0.1% | |
| 48 | 1 | < 0.1% | |
| 47 | 3 | < 0.1% |
| Distinct count | 400 |
|---|---|
| Unique (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 227.1957011 |
|---|---|
| Minimum | 0 |
| Maximum | 1343 |
| Zeros | 1590 |
| Zeros (%) | 10.5% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 67 |
| median | 180 |
| Q3 | 330 |
| 95-th percentile | 631 |
| Maximum | 1343 |
| Range | 1343 |
| Interquartile range (IQR) | 263 |
Descriptive statistics
| Standard deviation | 210.0752957 |
|---|---|
| Coefficient of variation (CV) | 0.9246446774 |
| Kurtosis | 2.803984388 |
| Mean | 227.1957011 |
| Median Absolute Deviation (MAD) | 160.2756468 |
| Skewness | 1.488052491 |
| Sum | 3435199 |
| Variance | 44131.62986 |
| Value | Count | Frequency (%) | |
| 0 | 1590 | 10.5% | |
| 30 | 1207 | 8.0% | |
| 150 | 497 | 3.3% | |
| 60 | 490 | 3.2% | |
| 42 | 452 | 3.0% | |
| 67 | 411 | 2.7% | |
| 85 | 381 | 2.5% | |
| 108 | 361 | 2.4% | |
| 90 | 284 | 1.9% | |
| 120 | 283 | 1.9% | |
| Other values (390) | 9164 | 60.6% |
| Value | Count | Frequency (%) | |
| 0 | 1590 | 10.5% | |
| 30 | 1207 | 8.0% | |
| 42 | 452 | 3.0% | |
| 60 | 490 | 3.2% | |
| 67 | 411 | 2.7% |
| Value | Count | Frequency (%) | |
| 1343 | 1 | < 0.1% | |
| 1318 | 1 | < 0.1% | |
| 1294 | 1 | < 0.1% | |
| 1261 | 2 | < 0.1% | |
| 1260 | 2 | < 0.1% |
| Distinct count | 423 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.07652116 |
|---|---|
| Minimum | -146 |
| Maximum | 554 |
| Zeros | 1890 |
| Zeros (%) | 12.5% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | -146 |
|---|---|
| 5-th percentile | -4 |
| Q1 | 5 |
| median | 32 |
| Q3 | 79 |
| 95-th percentile | 176 |
| Maximum | 554 |
| Range | 700 |
| Interquartile range (IQR) | 74 |
Descriptive statistics
| Standard deviation | 61.23940613 |
|---|---|
| Coefficient of variation (CV) | 1.198973711 |
| Kurtosis | 3.403498704 |
| Mean | 51.07652116 |
| Median Absolute Deviation (MAD) | 46.86993488 |
| Skewness | 1.53777568 |
| Sum | 772277 |
| Variance | 3750.264863 |
| Value | Count | Frequency (%) | |
| 0 | 1890 | 12.5% | |
| 5 | 217 | 1.4% | |
| 3 | 206 | 1.4% | |
| 4 | 200 | 1.3% | |
| 8 | 198 | 1.3% | |
| 7 | 182 | 1.2% | |
| 10 | 176 | 1.2% | |
| 9 | 166 | 1.1% | |
| 2 | 165 | 1.1% | |
| 6 | 162 | 1.1% | |
| Other values (413) | 11558 | 76.4% |
| Value | Count | Frequency (%) | |
| -146 | 1 | < 0.1% | |
| -134 | 1 | < 0.1% | |
| -123 | 1 | < 0.1% | |
| -115 | 1 | < 0.1% | |
| -114 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 554 | 1 | < 0.1% | |
| 547 | 2 | < 0.1% | |
| 411 | 1 | < 0.1% | |
| 403 | 1 | < 0.1% | |
| 401 | 1 | < 0.1% |
Horizontal_Distance_To_Roadways
Real number (ℝ≥0)
| Distinct count | 3250 |
|---|---|
| Unique (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1714.023214 |
|---|---|
| Minimum | 0 |
| Maximum | 6890 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 242 |
| Q1 | 764 |
| median | 1316 |
| Q3 | 2270 |
| 95-th percentile | 4635.1 |
| Maximum | 6890 |
| Range | 6890 |
| Interquartile range (IQR) | 1506 |
Descriptive statistics
| Standard deviation | 1325.066358 |
|---|---|
| Coefficient of variation (CV) | 0.7730737525 |
| Kurtosis | 1.022419366 |
| Mean | 1714.023214 |
| Median Absolute Deviation (MAD) | 1030.750914 |
| Skewness | 1.247810678 |
| Sum | 25916031 |
| Variance | 1755800.854 |
| Value | Count | Frequency (%) | |
| 150 | 88 | 0.6% | |
| 120 | 56 | 0.4% | |
| 390 | 47 | 0.3% | |
| 618 | 45 | 0.3% | |
| 1110 | 43 | 0.3% | |
| 700 | 41 | 0.3% | |
| 108 | 38 | 0.3% | |
| 1273 | 37 | 0.2% | |
| 900 | 37 | 0.2% | |
| 212 | 37 | 0.2% | |
| Other values (3240) | 14651 | 96.9% |
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 30 | 15 | 0.1% | |
| 42 | 5 | < 0.1% | |
| 60 | 11 | 0.1% | |
| 67 | 13 | 0.1% |
| Value | Count | Frequency (%) | |
| 6890 | 1 | < 0.1% | |
| 6836 | 1 | < 0.1% | |
| 6811 | 1 | < 0.1% | |
| 6766 | 1 | < 0.1% | |
| 6679 | 1 | < 0.1% |
Hillshade_9am
Real number (ℝ≥0)
| Distinct count | 176 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 212.7042989 |
|---|---|
| Minimum | 0 |
| Maximum | 254 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 151 |
| Q1 | 196 |
| median | 220 |
| Q3 | 235 |
| 95-th percentile | 250 |
| Maximum | 254 |
| Range | 254 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 30.56128689 |
|---|---|
| Coefficient of variation (CV) | 0.143679686 |
| Kurtosis | 1.218810484 |
| Mean | 212.7042989 |
| Median Absolute Deviation (MAD) | 24.04601365 |
| Skewness | -1.093680561 |
| Sum | 3216089 |
| Variance | 933.9922561 |
| Value | Count | Frequency (%) | |
| 226 | 279 | 1.8% | |
| 229 | 269 | 1.8% | |
| 224 | 265 | 1.8% | |
| 228 | 261 | 1.7% | |
| 230 | 260 | 1.7% | |
| 233 | 248 | 1.6% | |
| 223 | 245 | 1.6% | |
| 219 | 242 | 1.6% | |
| 231 | 239 | 1.6% | |
| 225 | 236 | 1.6% | |
| Other values (166) | 12576 | 83.2% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 58 | 1 | < 0.1% | |
| 59 | 2 | < 0.1% | |
| 65 | 1 | < 0.1% | |
| 73 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 254 | 190 | 1.3% | |
| 253 | 200 | 1.3% | |
| 252 | 189 | 1.2% | |
| 251 | 174 | 1.2% | |
| 250 | 192 | 1.3% |
Hillshade_Noon
Real number (ℝ≥0)
| Distinct count | 141 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 218.9656085 |
|---|---|
| Minimum | 99 |
| Maximum | 254 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 99 |
|---|---|
| 5-th percentile | 175 |
| Q1 | 207 |
| median | 223 |
| Q3 | 235 |
| 95-th percentile | 250 |
| Maximum | 254 |
| Range | 155 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 22.80196554 |
|---|---|
| Coefficient of variation (CV) | 0.1041349174 |
| Kurtosis | 1.153484179 |
| Mean | 218.9656085 |
| Median Absolute Deviation (MAD) | 17.73523558 |
| Skewness | -0.9532317075 |
| Sum | 3310760 |
| Variance | 519.9296327 |
| Value | Count | Frequency (%) | |
| 225 | 327 | 2.2% | |
| 229 | 324 | 2.1% | |
| 226 | 320 | 2.1% | |
| 224 | 313 | 2.1% | |
| 230 | 311 | 2.1% | |
| 223 | 303 | 2.0% | |
| 232 | 298 | 2.0% | |
| 222 | 297 | 2.0% | |
| 228 | 294 | 1.9% | |
| 218 | 293 | 1.9% | |
| Other values (131) | 12040 | 79.6% |
| Value | Count | Frequency (%) | |
| 99 | 4 | < 0.1% | |
| 102 | 1 | < 0.1% | |
| 103 | 1 | < 0.1% | |
| 107 | 1 | < 0.1% | |
| 111 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 254 | 133 | 0.9% | |
| 253 | 163 | 1.1% | |
| 252 | 152 | 1.0% | |
| 251 | 183 | 1.2% | |
| 250 | 167 | 1.1% |
Hillshade_3pm
Real number (ℝ≥0)
| Distinct count | 247 |
|---|---|
| Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 135.0919974 |
|---|---|
| Minimum | 0 |
| Maximum | 248 |
| Zeros | 88 |
| Zeros (%) | 0.6% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 53 |
| Q1 | 106 |
| median | 138 |
| Q3 | 167 |
| 95-th percentile | 207 |
| Maximum | 248 |
| Range | 248 |
| Interquartile range (IQR) | 61 |
Descriptive statistics
| Standard deviation | 45.89518871 |
|---|---|
| Coefficient of variation (CV) | 0.3397328458 |
| Kurtosis | -0.08734390755 |
| Mean | 135.0919974 |
| Median Absolute Deviation (MAD) | 36.48636362 |
| Skewness | -0.3408272326 |
| Sum | 2042591 |
| Variance | 2106.368347 |
| Value | Count | Frequency (%) | |
| 143 | 182 | 1.2% | |
| 149 | 161 | 1.1% | |
| 132 | 156 | 1.0% | |
| 133 | 154 | 1.0% | |
| 142 | 154 | 1.0% | |
| 136 | 154 | 1.0% | |
| 137 | 152 | 1.0% | |
| 138 | 148 | 1.0% | |
| 154 | 148 | 1.0% | |
| 152 | 145 | 1.0% | |
| Other values (237) | 13566 | 89.7% |
| Value | Count | Frequency (%) | |
| 0 | 88 | 0.6% | |
| 1 | 1 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 248 | 2 | < 0.1% | |
| 247 | 4 | < 0.1% | |
| 246 | 4 | < 0.1% | |
| 245 | 4 | < 0.1% | |
| 244 | 3 | < 0.1% |
Horizontal_Distance_To_Fire_Points
Real number (ℝ≥0)
| Distinct count | 2710 |
|---|---|
| Unique (%) | 17.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1511.147288 |
|---|---|
| Minimum | 0 |
| Maximum | 6993 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 296.9 |
| Q1 | 730 |
| median | 1256 |
| Q3 | 1988.25 |
| 95-th percentile | 3663.05 |
| Maximum | 6993 |
| Range | 6993 |
| Interquartile range (IQR) | 1258.25 |
Descriptive statistics
| Standard deviation | 1099.936493 |
|---|---|
| Coefficient of variation (CV) | 0.7278817235 |
| Kurtosis | 3.385415788 |
| Mean | 1511.147288 |
| Median Absolute Deviation (MAD) | 818.8952133 |
| Skewness | 1.617098874 |
| Sum | 22848547 |
| Variance | 1209860.288 |
| Value | Count | Frequency (%) | |
| 618 | 65 | 0.4% | |
| 541 | 51 | 0.3% | |
| 636 | 45 | 0.3% | |
| 607 | 43 | 0.3% | |
| 573 | 42 | 0.3% | |
| 960 | 42 | 0.3% | |
| 752 | 41 | 0.3% | |
| 942 | 40 | 0.3% | |
| 342 | 40 | 0.3% | |
| 242 | 40 | 0.3% | |
| Other values (2700) | 14671 | 97.0% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 30 | 9 | 0.1% | |
| 42 | 11 | 0.1% | |
| 60 | 10 | 0.1% | |
| 67 | 20 | 0.1% |
| Value | Count | Frequency (%) | |
| 6993 | 1 | < 0.1% | |
| 6853 | 1 | < 0.1% | |
| 6723 | 1 | < 0.1% | |
| 6686 | 1 | < 0.1% | |
| 6661 | 1 | < 0.1% |
Wilderness_Area1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 11523 | 76.2% | |
| 1 | 3597 | 23.8% |
Wilderness_Area2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 499 |
| Value | Count | Frequency (%) | |
| 0 | 14621 | 96.7% | |
| 1 | 499 | 3.3% |
Wilderness_Area3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 8771 | 58.0% | |
| 1 | 6349 | 42.0% |
Wilderness_Area4
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 10445 | 69.1% | |
| 1 | 4675 | 30.9% |
Soil_Type1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 355 |
| Value | Count | Frequency (%) | |
| 0 | 14765 | 97.7% | |
| 1 | 355 | 2.3% |
Soil_Type2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 623 |
| Value | Count | Frequency (%) | |
| 0 | 14497 | 95.9% | |
| 1 | 623 | 4.1% |
Soil_Type3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 962 |
| Value | Count | Frequency (%) | |
| 0 | 14158 | 93.6% | |
| 1 | 962 | 6.4% |
Soil_Type4
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 843 |
| Value | Count | Frequency (%) | |
| 0 | 14277 | 94.4% | |
| 1 | 843 | 5.6% |
Soil_Type5
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 165 |
| Value | Count | Frequency (%) | |
| 0 | 14955 | 98.9% | |
| 1 | 165 | 1.1% |
Soil_Type6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 650 |
| Value | Count | Frequency (%) | |
| 0 | 14470 | 95.7% | |
| 1 | 650 | 4.3% |
| Distinct count | 1 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 15120 | 100.0% |
Soil_Type8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 15119 | > 99.9% | |
| 1 | 1 | < 0.1% |
Soil_Type9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 10 |
| Value | Count | Frequency (%) | |
| 0 | 15110 | 99.9% | |
| 1 | 10 | 0.1% |
Soil_Type10
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 2142 |
| Value | Count | Frequency (%) | |
| 0 | 12978 | 85.8% | |
| 1 | 2142 | 14.2% |
Soil_Type11
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 406 |
| Value | Count | Frequency (%) | |
| 0 | 14714 | 97.3% | |
| 1 | 406 | 2.7% |
Soil_Type12
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 227 |
| Value | Count | Frequency (%) | |
| 0 | 14893 | 98.5% | |
| 1 | 227 | 1.5% |
Soil_Type13
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 476 |
| Value | Count | Frequency (%) | |
| 0 | 14644 | 96.9% | |
| 1 | 476 | 3.1% |
Soil_Type14
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 169 |
| Value | Count | Frequency (%) | |
| 0 | 14951 | 98.9% | |
| 1 | 169 | 1.1% |
| Distinct count | 1 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 15120 | 100.0% |
Soil_Type16
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 114 |
| Value | Count | Frequency (%) | |
| 0 | 15006 | 99.2% | |
| 1 | 114 | 0.8% |
Soil_Type17
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 612 |
| Value | Count | Frequency (%) | |
| 0 | 14508 | 96.0% | |
| 1 | 612 | 4.0% |
Soil_Type18
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 60 |
| Value | Count | Frequency (%) | |
| 0 | 15060 | 99.6% | |
| 1 | 60 | 0.4% |
Soil_Type19
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 46 |
| Value | Count | Frequency (%) | |
| 0 | 15074 | 99.7% | |
| 1 | 46 | 0.3% |
Soil_Type20
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 139 |
| Value | Count | Frequency (%) | |
| 0 | 14981 | 99.1% | |
| 1 | 139 | 0.9% |
Soil_Type21
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 16 |
| Value | Count | Frequency (%) | |
| 0 | 15104 | 99.9% | |
| 1 | 16 | 0.1% |
Soil_Type22
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 345 |
| Value | Count | Frequency (%) | |
| 0 | 14775 | 97.7% | |
| 1 | 345 | 2.3% |
Soil_Type23
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 757 |
| Value | Count | Frequency (%) | |
| 0 | 14363 | 95.0% | |
| 1 | 757 | 5.0% |
Soil_Type24
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 257 |
| Value | Count | Frequency (%) | |
| 0 | 14863 | 98.3% | |
| 1 | 257 | 1.7% |
Soil_Type25
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 15119 | > 99.9% | |
| 1 | 1 | < 0.1% |
Soil_Type26
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 54 |
| Value | Count | Frequency (%) | |
| 0 | 15066 | 99.6% | |
| 1 | 54 | 0.4% |
Soil_Type27
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 15 |
| Value | Count | Frequency (%) | |
| 0 | 15105 | 99.9% | |
| 1 | 15 | 0.1% |
Soil_Type28
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 9 |
| Value | Count | Frequency (%) | |
| 0 | 15111 | 99.9% | |
| 1 | 9 | 0.1% |
Soil_Type29
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 1291 |
| Value | Count | Frequency (%) | |
| 0 | 13829 | 91.5% | |
| 1 | 1291 | 8.5% |
Soil_Type30
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 725 |
| Value | Count | Frequency (%) | |
| 0 | 14395 | 95.2% | |
| 1 | 725 | 4.8% |
Soil_Type31
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 332 |
| Value | Count | Frequency (%) | |
| 0 | 14788 | 97.8% | |
| 1 | 332 | 2.2% |
Soil_Type32
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 690 |
| Value | Count | Frequency (%) | |
| 0 | 14430 | 95.4% | |
| 1 | 690 | 4.6% |
Soil_Type33
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 616 |
| Value | Count | Frequency (%) | |
| 0 | 14504 | 95.9% | |
| 1 | 616 | 4.1% |
Soil_Type34
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 22 |
| Value | Count | Frequency (%) | |
| 0 | 15098 | 99.9% | |
| 1 | 22 | 0.1% |
Soil_Type35
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 102 |
| Value | Count | Frequency (%) | |
| 0 | 15018 | 99.3% | |
| 1 | 102 | 0.7% |
Soil_Type36
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 10 |
| Value | Count | Frequency (%) | |
| 0 | 15110 | 99.9% | |
| 1 | 10 | 0.1% |
Soil_Type37
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 34 |
| Value | Count | Frequency (%) | |
| 0 | 15086 | 99.8% | |
| 1 | 34 | 0.2% |
Soil_Type38
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 728 |
| Value | Count | Frequency (%) | |
| 0 | 14392 | 95.2% | |
| 1 | 728 | 4.8% |
Soil_Type39
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 657 |
| Value | Count | Frequency (%) | |
| 0 | 14463 | 95.7% | |
| 1 | 657 | 4.3% |
Soil_Type40
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 118.2 KiB |
| 0 | |
|---|---|
| 1 | 459 |
| Value | Count | Frequency (%) | |
| 0 | 14661 | 97.0% | |
| 1 | 459 | 3.0% |
Cover_Type
Real number (ℝ≥0)
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 118.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.000066141 |
|---|---|
| Coefficient of variation (CV) | 0.5000165352 |
| Kurtosis | -1.250016528 |
| Mean | 4 |
| Median Absolute Deviation (MAD) | 1.714285714 |
| Skewness | 0 |
| Sum | 60480 |
| Variance | 4.000264568 |
| Value | Count | Frequency (%) | |
| 7 | 2160 | 14.3% | |
| 6 | 2160 | 14.3% | |
| 5 | 2160 | 14.3% | |
| 4 | 2160 | 14.3% | |
| 3 | 2160 | 14.3% | |
| 2 | 2160 | 14.3% | |
| 1 | 2160 | 14.3% |
| Value | Count | Frequency (%) | |
| 1 | 2160 | 14.3% | |
| 2 | 2160 | 14.3% | |
| 3 | 2160 | 14.3% | |
| 4 | 2160 | 14.3% | |
| 5 | 2160 | 14.3% |
| Value | Count | Frequency (%) | |
| 7 | 2160 | 14.3% | |
| 6 | 2160 | 14.3% | |
| 5 | 2160 | 14.3% | |
| 4 | 2160 | 14.3% | |
| 3 | 2160 | 14.3% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| df_index | Id | Elevation | Aspect | Slope | Horizontal_Distance_To_Hydrology | Vertical_Distance_To_Hydrology | Horizontal_Distance_To_Roadways | Hillshade_9am | Hillshade_Noon | Hillshade_3pm | Horizontal_Distance_To_Fire_Points | Wilderness_Area1 | Wilderness_Area2 | Wilderness_Area3 | Wilderness_Area4 | Soil_Type1 | Soil_Type2 | Soil_Type3 | Soil_Type4 | Soil_Type5 | Soil_Type6 | Soil_Type7 | Soil_Type8 | Soil_Type9 | Soil_Type10 | Soil_Type11 | Soil_Type12 | Soil_Type13 | Soil_Type14 | Soil_Type15 | Soil_Type16 | Soil_Type17 | Soil_Type18 | Soil_Type19 | Soil_Type20 | Soil_Type21 | Soil_Type22 | Soil_Type23 | Soil_Type24 | Soil_Type25 | Soil_Type26 | Soil_Type27 | Soil_Type28 | Soil_Type29 | Soil_Type30 | Soil_Type31 | Soil_Type32 | Soil_Type33 | Soil_Type34 | Soil_Type35 | Soil_Type36 | Soil_Type37 | Soil_Type38 | Soil_Type39 | Soil_Type40 | Cover_Type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 11563 | 11564 | 2800 | 39 | 15 | 297 | 58 | 1627 | 219 | 206 | 118 | 2579 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 1 | 2004 | 2005 | 2764 | 61 | 24 | 255 | 107 | 258 | 231 | 183 | 72 | 834 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| 2 | 9845 | 9846 | 3515 | 158 | 27 | 120 | -37 | 3221 | 237 | 232 | 106 | 1140 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 7 |
| 3 | 8744 | 8745 | 2710 | 47 | 22 | 212 | 66 | 2184 | 221 | 185 | 87 | 2341 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 |
| 4 | 6289 | 6290 | 2515 | 92 | 25 | 268 | 72 | 911 | 249 | 191 | 55 | 626 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 5 | 1307 | 1308 | 3151 | 266 | 15 | 127 | 16 | 5664 | 181 | 245 | 203 | 2460 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 6 | 2765 | 2766 | 2073 | 98 | 13 | 150 | 15 | 698 | 241 | 222 | 109 | 849 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 7 | 5649 | 5650 | 2247 | 11 | 2 | 0 | 0 | 1189 | 217 | 234 | 155 | 713 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| 8 | 6909 | 6910 | 2748 | 40 | 20 | 201 | 60 | 1195 | 217 | 191 | 100 | 1624 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 9 | 3432 | 3433 | 2185 | 121 | 28 | 150 | 85 | 819 | 254 | 205 | 59 | 201 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
Last rows
| df_index | Id | Elevation | Aspect | Slope | Horizontal_Distance_To_Hydrology | Vertical_Distance_To_Hydrology | Horizontal_Distance_To_Roadways | Hillshade_9am | Hillshade_Noon | Hillshade_3pm | Horizontal_Distance_To_Fire_Points | Wilderness_Area1 | Wilderness_Area2 | Wilderness_Area3 | Wilderness_Area4 | Soil_Type1 | Soil_Type2 | Soil_Type3 | Soil_Type4 | Soil_Type5 | Soil_Type6 | Soil_Type7 | Soil_Type8 | Soil_Type9 | Soil_Type10 | Soil_Type11 | Soil_Type12 | Soil_Type13 | Soil_Type14 | Soil_Type15 | Soil_Type16 | Soil_Type17 | Soil_Type18 | Soil_Type19 | Soil_Type20 | Soil_Type21 | Soil_Type22 | Soil_Type23 | Soil_Type24 | Soil_Type25 | Soil_Type26 | Soil_Type27 | Soil_Type28 | Soil_Type29 | Soil_Type30 | Soil_Type31 | Soil_Type32 | Soil_Type33 | Soil_Type34 | Soil_Type35 | Soil_Type36 | Soil_Type37 | Soil_Type38 | Soil_Type39 | Soil_Type40 | Cover_Type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15110 | 7368 | 7369 | 3417 | 56 | 11 | 342 | 68 | 2848 | 227 | 218 | 123 | 1380 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7 |
| 15111 | 5035 | 5036 | 2207 | 347 | 28 | 42 | 17 | 1648 | 154 | 181 | 157 | 192 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 |
| 15112 | 10804 | 10805 | 2625 | 47 | 8 | 170 | 33 | 1784 | 223 | 223 | 134 | 979 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 15113 | 8019 | 8020 | 2578 | 3 | 5 | 277 | 19 | 1500 | 213 | 230 | 155 | 1690 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| 15114 | 1887 | 1888 | 2744 | 288 | 3 | 95 | 6 | 228 | 211 | 239 | 166 | 1187 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| 15115 | 3002 | 3003 | 2339 | 106 | 29 | 210 | 49 | 741 | 254 | 192 | 45 | 525 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 15116 | 1566 | 1567 | 3262 | 88 | 5 | 242 | 10 | 6300 | 228 | 231 | 137 | 420 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 15117 | 2221 | 2222 | 2734 | 34 | 28 | 201 | 104 | 1323 | 204 | 168 | 85 | 664 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 |
| 15118 | 6119 | 6120 | 2302 | 312 | 7 | 0 | 0 | 1350 | 201 | 235 | 173 | 836 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 |
| 15119 | 9744 | 9745 | 3107 | 300 | 10 | 283 | 32 | 3068 | 192 | 236 | 184 | 1613 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |